{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-53-7072-00",
  "socCode": "53-7072.00",
  "title": "Pump Operators, Except Wellhead Pumpers",
  "summary": "Tend, control, or operate power-driven, stationary, or portable pumps and manifold systems to transfer gases, oil, other liquids, slurries, or powdered materials to and from various vessels and processes.",
  "aliases": [
    "Outside Operator",
    "Pipeline Operator",
    "Pumper",
    "Tank Farm Operator",
    "Boom Pump Operator",
    "Chemical Pumper",
    "Day Light Relief Operator",
    "Pipeline Dispatch Operator",
    "Pump Operator",
    "Pump Station Operator",
    "Acid Loader",
    "Acid Pump Operator"
  ],
  "tasks": [
    {
      "text": "Monitor gauges and flowmeters and inspect equipment to ensure that tank levels, temperatures, chemical amounts, and pressures are at specified levels, reporting abnormalities as necessary.",
      "type": "Core",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "text": "Record operating data such as products and quantities pumped, stocks used, gauging results, and operating times.",
      "type": "Core",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "text": "Plan movement of products through lines to processing, storage, and shipping units, using knowledge of interconnections and capacities of pipelines, valve manifolds, pumps, and tankage.",
      "type": "Core",
      "iwa": "4.A.2.b.6.b"
    },
    {
      "text": "Communicate with other workers, using signals, radios, or telephones, to start and stop flows of materials or substances.",
      "type": "Core",
      "iwa": "4.A.4.a.2.c"
    },
    {
      "text": "Turn valves and start pumps to start or regulate flows of substances such as gases, liquids, slurries, or powdered materials.",
      "type": "Core",
      "iwa": "4.A.3.a.3.b"
    },
    {
      "text": "Connect hoses and pipelines to pumps and vessels prior to material transfer, using hand tools.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "text": "Tend vessels that store substances such as gases, liquids, slurries, or powdered materials, checking levels of substances by using calibrated rods or by reading mercury gauges and tank charts.",
      "type": "Core",
      "iwa": "4.A.1.b.2.e"
    },
    {
      "text": "Clean, lubricate, and repair pumps and vessels, using hand tools and equipment.",
      "type": "Core",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "text": "Read operating schedules or instructions or receive verbal orders to determine amounts to be pumped.",
      "type": "Core",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "text": "Tend auxiliary equipment such as water treatment and refrigeration units, and heat exchangers.",
      "type": "Supplemental",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "text": "Collect and deliver sample solutions for laboratory analysis.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.1.j"
    },
    {
      "text": "Add chemicals and solutions to tanks to ensure that specifications are met.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.1.f"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Monitor equipment gauges or displays to ensure proper operation.",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "name": "Report vehicle or equipment malfunctions.",
      "iwa": "4.A.4.a.2.g"
    },
    {
      "name": "Record operational or production data.",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "name": "Communicate with others to coordinate material handling or movement.",
      "iwa": "4.A.4.a.2.c"
    },
    {
      "name": "Monitor cargo area conditions.",
      "iwa": "4.A.1.b.2.e"
    },
    {
      "name": "Measure the level or depth of water or other liquids.",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "name": "Control pumps or pumping equipment.",
      "iwa": "4.A.3.a.3.b"
    },
    {
      "name": "Plan work operations.",
      "iwa": "4.A.2.b.6.b"
    },
    {
      "name": "Review work orders or schedules to determine operations or procedures.",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "name": "Receive information or instructions for performing work assignments.",
      "iwa": "4.A.4.a.2.c"
    },
    {
      "name": "Clean machinery or equipment.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Maintain material moving equipment in good working condition.",
      "iwa": "4.A.3.b.4.e"
    },
    {
      "name": "Move materials, equipment, or supplies.",
      "iwa": "4.A.3.a.1.j"
    },
    {
      "name": "Collect samples for analysis or testing.",
      "iwa": "4.A.3.a.2.b"
    },
    {
      "name": "Connect hoses to equipment or machinery.",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "name": "Monitor equipment operation to ensure proper functioning.",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "name": "Load materials into equipment for processing.",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "name": "Test materials, solutions, or samples.",
      "iwa": "4.A.1.b.2.c"
    }
  ],
  "capabilities": [
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3.88
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3.5
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3.5
    },
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 3.44
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.28
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.28
    },
    {
      "name": "Written Expression",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Flexibility of Closure",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 3.03
    },
    {
      "name": "Troubleshooting",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Rate Control",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Static Strength",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Extent Flexibility",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Visual Color Discrimination",
      "family": "ability",
      "value": 3
    }
  ],
  "skills": [
    {
      "name": "Microsoft Outlook",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Operational Databases",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Industrial Control Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Microsoft Excel",
      "category": "Spreadsheet software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Office software",
      "category": "Office suite software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Outlook",
      "category": "Electronic mail software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Computerized maintenance management system CMMS",
      "category": "Facilities management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Operational databases",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Supervisory control and data acquisition SCADA software",
      "category": "Industrial control software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 4.99
    },
    {
      "name": "Exposed to Contaminants",
      "value": 4.85
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 4.74
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 4.69
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.58
    },
    {
      "name": "Telephone Conversations",
      "value": 4.48
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 4.45
    },
    {
      "name": "Frequency of Decision Making",
      "value": 4.28
    },
    {
      "name": "Contact With Others",
      "value": 4.25
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 4.23
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 4.22
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 4.18
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.11
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 4.09
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 4
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.96
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.85
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 3.84
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.7
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 3.67
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 3.59
    },
    {
      "name": "Consequence of Error",
      "value": 3.59
    },
    {
      "name": "Spend Time Standing",
      "value": 3.44
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 3.34
    },
    {
      "name": "Time Pressure",
      "value": 3.31
    },
    {
      "name": "Exposed to High Places",
      "value": 3.24
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.11
    },
    {
      "name": "Physical Proximity",
      "value": 3.07
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.03
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 2.94
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 2.9
    },
    {
      "name": "Level of Competition",
      "value": 2.78
    },
    {
      "name": "In an Open Vehicle or Operating Equipment",
      "value": 2.64
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 2.64
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 2.62
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 2.57
    },
    {
      "name": "Outdoors, Under Cover",
      "value": 2.55
    },
    {
      "name": "Spend Time Sitting",
      "value": 2.52
    },
    {
      "name": "E-Mail",
      "value": 2.51
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 2.4
    }
  ],
  "preparation": {
    "jobZone": "2",
    "jobZoneName": "Job Zone 1-2: Very Little to Some Preparation Needed",
    "education": "Usually requires a high school diploma or GED, though some occupations may not.",
    "experience": "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training.",
    "svpRange": "(Below 6.0)",
    "educationDistribution": [
      {
        "label": "Some College Courses",
        "percentage": 8.48
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 8.4
      },
      {
        "label": "Associate's Degree (or other 2-year degree)",
        "percentage": 4.61
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 6.68
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 4.5
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 3.95
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 3.2
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 3.06
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 3
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 2.62
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 2.38
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.35
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 2.27
    },
    {
      "name": "Mathematics/Statistics",
      "family": "specific_interest_area",
      "value": 2.06
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 1.46
    },
    {
      "name": "Physical Science",
      "family": "specific_interest_area",
      "value": 1.42
    },
    {
      "name": "Management/Administration",
      "family": "specific_interest_area",
      "value": 1.38
    },
    {
      "name": "Stress Tolerance",
      "family": "work_style",
      "value": 1.29
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 1.28
    }
  ],
  "relatedRoles": [
    {
      "socCode": "53-7071.00",
      "slug": "role-53-7071-00",
      "title": "Gas Compressor and Gas Pumping Station Operators",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-8093.00",
      "slug": "role-51-8093-00",
      "title": "Petroleum Pump System Operators, Refinery Operators, and Gaugers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "53-7073.00",
      "slug": "role-53-7073-00",
      "title": "Wellhead Pumpers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9012.00",
      "slug": "role-51-9012-00",
      "title": "Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-8021.00",
      "slug": "role-51-8021-00",
      "title": "Stationary Engineers and Boiler Operators",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-8031.00",
      "slug": "role-51-8031-00",
      "title": "Water and Wastewater Treatment Plant and System Operators",
      "tier": "Primary-Long"
    },
    {
      "socCode": "53-7121.00",
      "slug": "role-53-7121-00",
      "title": "Tank Car, Truck, and Ship Loaders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-8091.00",
      "slug": "role-51-8091-00",
      "title": "Chemical Plant and System Operators",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9011.00",
      "slug": "role-51-9011-00",
      "title": "Chemical Equipment Operators and Tenders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-8013.00",
      "slug": "role-51-8013-00",
      "title": "Power Plant Operators",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-8092.00",
      "slug": "role-51-8092-00",
      "title": "Gas Plant Operators",
      "tier": "Supplemental"
    },
    {
      "socCode": "49-9012.00",
      "slug": "role-49-9012-00",
      "title": "Control and Valve Installers and Repairers, Except Mechanical Door",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Supply Chain & Transportation",
      "slug": "supply-chain-transportation"
    }
  ],
  "educationLevel": {
    "category": "High school diploma or equivalent",
    "slug": "high-school-diploma-or-equivalent"
  },
  "studyPrograms": [],
  "market": {
    "medianWage": 60020,
    "meanWage": 61950,
    "pct10Wage": 37850,
    "pct25Wage": 47270,
    "pct75Wage": 75160,
    "pct90Wage": 89660,
    "employment": 12600,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 3300,
        "medianWage": 59570,
        "lq": 4.97
      },
      {
        "naics": "21",
        "slug": "21",
        "title": "Mining, Quarrying, and Oil and Gas Extraction",
        "level": "Sector",
        "employment": 2610,
        "medianWage": 60270,
        "lq": 55.69
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 2520,
        "medianWage": 77180,
        "lq": 4.17
      },
      {
        "naics": "238110",
        "slug": "238110",
        "title": "Poured Concrete Foundation and Structure Contractors",
        "level": "National industry",
        "employment": 1900,
        "medianWage": 60360,
        "lq": 89.87
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 1370,
        "medianWage": 48910,
        "lq": 2.78
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 870,
        "medianWage": 48240,
        "lq": 1.18
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
        "employment": 500,
        "medianWage": 53440,
        "lq": 2.58
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 490,
        "medianWage": 62250,
        "lq": 0.47
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 190,
        "medianWage": 47500,
        "lq": 0.15
      },
      {
        "naics": "22",
        "slug": "22",
        "title": "Utilities",
        "level": "Sector",
        "employment": 130,
        "medianWage": 61770,
        "lq": 2.75
      },
      {
        "naics": "238220",
        "slug": "238220",
        "title": "Plumbing, Heating, and Air-Conditioning Contractors",
        "level": "National industry",
        "employment": 110,
        "medianWage": 50550,
        "lq": 1.06
      }
    ],
    "concentrated": [
      {
        "naics": "238110",
        "slug": "238110",
        "title": "Poured Concrete Foundation and Structure Contractors",
        "level": "National industry",
        "employment": 1900,
        "lq": 89.87
      },
      {
        "naics": "21",
        "slug": "21",
        "title": "Mining, Quarrying, and Oil and Gas Extraction",
        "level": "Sector",
        "employment": 2610,
        "lq": 55.69
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 3300,
        "lq": 4.97
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 2520,
        "lq": 4.17
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 1370,
        "lq": 2.78
      },
      {
        "naics": "22",
        "slug": "22",
        "title": "Utilities",
        "level": "Sector",
        "employment": 130,
        "lq": 2.75
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
        "employment": 500,
        "lq": 2.58
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 870,
        "lq": 1.18
      }
    ],
    "count": 11
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.9,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -0.8422927,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -0.5333435,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -0.9716578,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 36,
      "percentile": 34,
      "band": "Moderate",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 24,
          "source": "felten_aioe"
        },
        {
          "percentile": 34,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 50,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -0.8422927,
        "percentile": 24,
        "band": "Low",
        "note": "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."
      },
      {
        "source": "eloundou_gamma",
        "label": "LLM task exposure, γ (OpenAI / Eloundou)",
        "value": 0.3333333333333333,
        "percentile": 34,
        "band": "Moderate",
        "note": "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."
      },
      {
        "source": "microsoft_applicability",
        "label": "AI assistant applicability (Microsoft)",
        "value": 0.14688719651765708,
        "percentile": 50,
        "band": "Moderate",
        "note": "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."
      }
    ],
    "freyHistorical": {
      "source": "frey",
      "label": "Computerization probability (Frey & Osborne, 2013)",
      "value": 0.9,
      "percentile": 78,
      "band": "High",
      "note": "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."
    },
    "teleworkable": false,
    "eloundou": {
      "alpha": 0.16666666666666666,
      "beta": 0.24999999999999997,
      "gamma": 0.3333333333333333
    },
    "usageTasks": [],
    "bls": {
      "growthPercent": 2.6,
      "growthPercentile": 48,
      "direction": "About average",
      "annualOpeningsThousands": 1.5,
      "annualOpeningsPercentile": 22,
      "employment2024Thousands": 13.1,
      "employment2034Thousands": 13.5
    },
    "sources": [
      {
        "source": "bls_employment_projections",
        "version": "2024-2034"
      },
      {
        "source": "dingel_neiman",
        "version": "dingel-neiman-workathome"
      },
      {
        "source": "felten_aioe",
        "version": "felten-raj-seamans-aioe"
      },
      {
        "source": "frey_osborne",
        "version": "frey-osborne-automation"
      },
      {
        "source": "microsoft_working_with_ai",
        "version": "working-with-ai"
      },
      {
        "source": "openai_gpts_are_gpts",
        "version": "gpts-are-gpts"
      }
    ]
  },
  "counts": {
    "tasks": 14,
    "skills": 36,
    "capabilities": 120,
    "tools": 7,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "4fdadcc33881bad6"
  }
}
